{"id":"W2892555879","doi":"10.3390/en11102550","title":"Cooling Performance Characteristics of 20 Ah Lithium-Ion Pouch Cell with Cold Plates along Both Surfaces","year":2018,"lang":"en","type":"article","venue":"Energies","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"National Research Foundation of Korea; National Research Foundation","keywords":"Coolant; Pouch; Materials science; Pressure drop; Lithium (medication); Volumetric flow rate; Inlet; Water cooling; Mass flow rate; Chemistry; Mass flow; Thermodynamics; Nuclear engineering; Analytical Chemistry (journal); Mechanical engineering; Chromatography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008374485,0.00016859,0.0002206017,0.0001195617,0.00007840494,0.00002917002,0.0002729459,0.00009594565,0.0000289741],"category_scores_gemma":[0.00002847144,0.0001440859,0.00001882748,0.0002488435,0.0002408319,0.0002418731,0.00009297621,0.0001979107,0.00002066609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004333791,"about_ca_system_score_gemma":0.00002160902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001442401,"about_ca_topic_score_gemma":0.00002074664,"domain_scores_codex":[0.999063,0.000009396224,0.0002112617,0.0001654938,0.0002085038,0.0003423581],"domain_scores_gemma":[0.9993963,0.0001112039,0.00005847349,0.0003054507,0.00009563906,0.00003299062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001219849,0.00003767161,0.04101738,0.0004500164,0.00005931521,0.00001590143,0.0005079933,0.2083734,0.7445272,0.0001592222,0.0008994748,0.003830411],"study_design_scores_gemma":[0.000191919,0.000207654,0.006067987,0.0001022643,0.000006093992,0.000003519058,0.0002482773,0.0255747,0.963042,0.000008633073,0.004346148,0.0002007699],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968082,0.0002800158,0.0008696617,0.00001911045,0.0001382182,0.00008577087,0.00001497418,0.0004480979,0.001335951],"genre_scores_gemma":[0.9941982,0.0005044798,0.00477467,0.000008381087,0.00007626444,0.00001311039,0.000009725198,0.00004286562,0.0003722769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2185148,"threshold_uncertainty_score":0.5875651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009022195420193458,"score_gpt":0.2157562875111439,"score_spread":0.2067340920909505,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}